AUSTIN, Texas—Gov. Rick Perry moved to dismiss the criminal case against him on Monday, contending that felony charges that he abused his veto power in an attempt to oust a Democratic district attorney are unconstitutional.

In a legal brief, lawyers for the Republican governor said the indictment improperly encroaches on Mr. Perry's authority to veto funding that he believes isn't in the public interest.